Author

K. Giannios

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Bioengineering· 2

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 2 Approach:contrastive learning· 2 Approach:deep learning· 2 Assay:electronic health records· 2 Assay:imaging· 2 Research Focus:cell-cell communication· 1 Research Focus:deconvolution· 1 Research Focus:differential expression· 1

Frequent Co-Authors

A. Chaurasia· 2 shared B. DeLaRosa· 2 shared G. Thibault· 2 shared J. L. Riesterer· 2 shared J. W. Gray· 2 shared C. Bueno· 1 shared E. Stempinski· 1 shared L. Pagano· 1 shared

Activity by Year

2021-2023 · peak 1/yr

Co-Author Collaboration Network

10 top collaborators · 39 mutual co-author links

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2 shared papersBioengineering

A. Chaurasia

Mutual co-authors in cluster

Author profile →

2 papers

Recent·Most cited

Towards Generalizability and Robustness in Biological Object Detection in Electron Microscopy Images

K. GIANNIOS, A. Chaurasia, C. Bueno, J. L. Riesterer, L. Pagano, T. P. Lo, G. Thibault, J. W. Gray, X. Song, B. DeLaRosa

This study improves model generalizability in biological object detection using electron microscopy images through normalization and augmentation techniques, achieving a 29% average precision boost.

bioRxiv · Nov 27, 2023 · PreprintBioengineering

Noise Reconstruction & Removal Network: A New Architecture to Denoise FIB-SEM Images

K. Giannios, A. Chaurasia, G. Thibault, J. L. Riesterer, E. Stempinski, T. Lo, B. DeLaRosa, J. W. Gray

The paper introduces an unsupervised Noise Reconstruction and Removal Network for denoising FIB-SEM images, achieving results comparable to or better than supervised methods.

bioRxiv · May 27, 2021 · PreprintBioengineering